LIGHTGBM BASELINE
0.89754 validation AUC

LIVE MODEL DEMO

Ask the pit wall.

Send a complete lap state to the deployed baseline model and receive its next-lap pit probability.

Trained model APIPredictions come from the production LightGBM artifact, not frontend heuristic scoring.

CURRENT LAP STATE

Edit the scenario

13 features

PREDICTION RESULT

READY

—model probability
Recommended callRUN A SCENARIO

DEPLOYED MODEL

LightGBM baseline100%
Selected for the constrained CPU and memory budget.

INPUT CONTEXT

01

18-lap hard tyre stint.

02

Lap 31 at 39.7% race progress.

03

+0.84s lap delta with +0 position change.

VALIDATION SCORE

0.89754Time-aware ROC AUC2025 holdout score for the deployed baseline.